HGODE adds a learnable double-well edge potential and bipolar gate to Graph ODEs so topology can polarize into connected or disconnected phases without losing differentiability or falling into global consensus.
N) satisfy|λ i|<1, implying Re(λ i)<1
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Latent-Hysteresis Graph ODEs: Modeling Coupled Topology-Feature Evolution via Continuous Phase Transitions
HGODE adds a learnable double-well edge potential and bipolar gate to Graph ODEs so topology can polarize into connected or disconnected phases without losing differentiability or falling into global consensus.